Machine Learning

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Articles published in this theme: 2519 (scroll down to load remaining articles)

2026

Doctor explaining predicted survival curve and risk drivers to patient on tablet.

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Explainable Machine Learning–Based Prediction of Progression-Free Survival in Prostate Cancer: Retrospective Cohort Study

Hein Minn Tun, Lin Naing, Owais Ahmed Malik, Muhammad Syafiq Abdullah, Thu Ta, Hanif Abdul Rahman

JMIR Cancer 2026 (Oct 05); 12:e91510

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Woman uses AI Health Assistant on tablet for mental health support and antidepressant information.

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A Patient Simulation Framework for Risk Assessment of Conversational Health Care AI: Development and Evaluation Study

Md Tanvir Rouf Shawon, Mohammad Sabik Irbaz, Hadeel R A Elyazori, Keerti Reddy Resapu, Yili Lin, Vladimir Franzuela Cardenas, K Pierre Eklou, Farrokh Alemi, Kevin Lybarger

JMIR AI 2026 (Oct 05); 5:e100772

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Woman massaging neck in office with colleagues working on laptops

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Machine Learning and Deep Learning for the Diagnosis of Cervical Degenerative Diseases: Systematic Review and Meta-Analysis

Hongwei Duan, Ruiyuan Chen, Minghui Liang, Liqian Wang, Tianyi Wang, Aobo Wang, Ziqian Ma, Yu Xi, Shuo Yuan, Ning Fan, Lei Zang

J Med Internet Res 2026 (Oct 05); 28:e92008

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AI robot puppeteering presenter at technology conference, audience watching

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Biomedical Research Images Manipulated by Generative AI to Alter Scientific Outcomes: Diagnostic Study of Human and Automated Detection

Shuhang Luo, Runhua Tang, Ziyin Chen, Jianye Wang, Ming Liu, Jianfeng Wang, Li Ma

J Med Internet Res 2026 (Oct 02); 28:e100710

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Surgeon's gloved hand interacts with futuristic medical displays showing brain, heart, and DNA.

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Machine Learning for Human-Autonomy Teaming in Surgical Skill Assessment: Scoping Review

Kamal Barati, Michael S Ramirez Campos, Thomas E Doyle

JMIR AI 2026 (Oct 02); 5:e94109

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Dentist using tablet for digital dental records in a modern clinic

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Development of an Interpretable Triage Tool for Colorectal Polyp Risk Stratification Within a Population-Based Screening Program: Machine Learning Approach

Zhenmiao Ye, Jiajin Li, Yimin Xie, Qian Li, Yilun Huang, Guohua Zhang, Xue Yang

JMIR Med Inform 2026 (Sep 30); 14:e89422

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Surgeons in blue gowns and gloves use surgical instruments during an operating room procedure.

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Explainable Machine Learning Predictive Models for Surgical Site Infections: Scoping Review

Rui Sun, Yao Liu, Shuya Lu, Ermira Tartari, Gabriel Birgand, Lin Yang, Lei Zhou

J Med Internet Res 2026 (Sep 30); 28:e94617

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Doctor reviewing medical transcript on computer in office

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Automated Health Care Thematic Analysis Using a Multiagent Large Language Model: Algorithm Development and Evaluation Study

Qidi Xu, Nuzha Amjad, Grace Giles, Alexa Cumming, De'angelo Hermesky, Alexander Wen, Min Ji Kwak, Yejin Kim

J Med Internet Res 2026 (Sep 30); 28:e90872

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Doctor interacting with futuristic medical interface, showcasing digital health technology.

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Intersectionality in AI and Machine Learning for Health Care: Protocol for a Scoping Review

Duy A Dinh, Julia St Louis, Erin Ziegler, Patricia Gongal, Katie L Bain, Ani Orchanian-Cheff, Sandra Holdsworth, Shilpa Raju, Divya Sharma, Mamatha Bhat, Kathleen A. Sheehan, Suze Berkhout

JMIR Res Protoc 2026 (Sep 30); 15:e103601

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Elderly man with glasses resting hands on a cane

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Explicit Mechanistic Causal Analyses or Interventional Trials Are Required for Objective, Clinical, Voice-Based Parkinson Disease Characterization

Max Little

J Med Internet Res 2026 (Sep 28); 28:e111711

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Nurse reviewing patient data on laptop in a medical office.

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Acceptance of Machine Learning for Medication Selection in Epilepsy to Inform Clinical Trial Design: Co-Design Survey Study

Sandra Reeder, Fiona Waugh, Shobi Sivathamboo, Emma C Foster, Daniel Thom, Zhibin Chen, Patrick Kwan, Natasha A Lannin, Madeleine J Smith

JMIR AI 2026 (Sep 25); 5:e85047

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Radiologist reviews MRI brain scan on computer screen in medical imaging room

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AI Decision Support for Emergency Triage of Large Vessel Occlusion Using Noncontrast Computed Tomography: Systematic Review and Bayesian Diagnostic Test Accuracy Network Meta-Analysis

Huiqing Zhou, Li Liu, Bolun Fu, Bin Cao, Jiafu Ma, Kun Yang, Yuzhen Bao, Fengyong Yang, Xin Lian

J Med Internet Res 2026 (Sep 24); 28:e105068

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Nurse checks oxygen saturation on young girl in hospital bed

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Technical Approaches to Predicting Acute Deterioration in Pediatric Inpatients: Protocol for a Scoping Review

Sophia Lau, Sophie Manami Orgler, Samiran Ray, Alexander Philip Yehuda Brown

JMIR Res Protoc 2026 (Sep 24); 15:e100097

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Elderly person in wheelchair holding knee, experiencing knee pain.

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Prediction of 2-Year Incident Clinical Knee Osteoarthritis From Extensor Mechanism Mechanical Properties in Asymptomatic Community-Dwelling Older Adults: Prospective Cohort Study

Ui-jae Hwang, Zongpan Li, Peng Xia, Tianxiang Fan, Arnold Wong, Oh-yun Kwon, Siu-ngor Fu

JMIR Aging 2026 (Sep 24); 9:e84494

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Healthcare professional typing on a laptop in a medical setting.

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Evaluating Large Language Model–Based Automated Scoring in a Voice-Based Virtual Standardized Patient Platform for Medical Students: Cross-Sectional Agreement Study

Xiaoxing Gao, Xiaoming Huang, Rongrong Hu, Li Zhang, Huiting Liu, Bingqing Zhang, Chong Wei, Wei Qiu, Mengyu Zhang, Xuefeng Sun

JMIR Med Educ 2026 (Sep 24); 12:e95578

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Doctor's office computer displaying patient scheduling software with patient list and appointments.

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Implicit Bias in Large Language Model Diagnosis of Eating Disorders: Experimental Vignette Study

Deija McCalla, Bochen Li, Saul Jaeger, Justin Jacques, Leo Gonzalez Jr, Charles Silber, Cass Dykeman

JMIR AI 2026 (Sep 23); 5:e93498

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Pharmacist reviews anticoagulant dosing data on a computer dashboard in a pharmacy.

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A Hybrid Rule-Based and Machine Learning–Based Clinical Decision Support System to Support Prescription Review: Development and External Validation Study

Jonghyun Jeong, Kyu-Nam Heo, A Jeong Kim, Jin Hee Baek, Yun Hee Jo, Sunghwan Kim, Mingi Jo, Young-Mi Ah, Ji Min Han, Sae Won Choi, Junho Song, Sangil Min, Ju-Yeun Lee

J Med Internet Res 2026 (Sep 23); 28:e101202

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A female medical professional in navy scrubs discusses a treatment plan with a patient in a clinic.

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Multioutput Machine Learning Model for Predicting Postoperative Outcomes After Liposuction: Algorithm Development and Validation Study in a Multicenter Cohort

Chaewoo Lee, Seoyoung Park, Jiyoung Hwang, Selin Woo, Youn Chan Park, Jae Won Seo, Sun Ho Lee, Jae Hyun Ahn, Dong Keon Yon, Sang Youl Rhee

JMIR Med Inform 2026 (Sep 23); 14:e82145

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Doctor pointing to tablet with patient questionnaire during medical consultation

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Longitudinal Digital Phenotyping of Traditional Chinese Medicine Constitution From Routine Health Examination Records: Retrospective Clinical Informatics Study

Yuzhi Huo, Gao Deng, Li Kang, Haizhi Qin, Li Xiao, Ying Deng, Xin Chen, Dan Ding, Fei Wang, Mei Zhang, Min Chen

JMIR Med Inform 2026 (Sep 23); 14:e100063

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Medical team uses virtual clinic AI for patient care and medical records.

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Knowledge Acquisition, Case Discussion, and Engagement in Health Professional Students Using Interactive Virtual Patient Cases Versus Written Case Studies: Randomized Controlled Trial

Jeffrey J Borckardt, Debra Henninger-Borckardt, Kelly Barth, Dusti Annan-Coultas, Lisa Langdale, Kimberly Kascak, Christopher Pelic, Michael A. de Arellano, Kathleen Brady

JMIR Nursing 2026 (Sep 23); 9:e98700

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